TY - JOUR
T1 - Identifying scenes with the same person in video content on the basis of scene continuity and face similarity measurement
AU - Hirai, Tatsunori
AU - Nakano, Tomoyasu
AU - Goto, Masataka
AU - Morishima, Shigeo
PY - 2012
Y1 - 2012
N2 - We present a method that can automatically annotate when and who is appearing in a video stream that is shot in an unstaged condition. Previous face recognition methods were not robust against different shooting conditions, such as those with variable lighting, face directions, and other factors, in a video stream and had difficulties identifying a person and the scenes the person appears in. To overcome such difficulties, our method groups consecutive video frames (scenes) into clusters that each have the same person's face, which we call a "facial-temporal continuum," and identifies a person by using many video frames in each cluster. In our experiments, accuracy with our method was approximately two or three times higher than a previous method that recognizes a face in each frame.
AB - We present a method that can automatically annotate when and who is appearing in a video stream that is shot in an unstaged condition. Previous face recognition methods were not robust against different shooting conditions, such as those with variable lighting, face directions, and other factors, in a video stream and had difficulties identifying a person and the scenes the person appears in. To overcome such difficulties, our method groups consecutive video frames (scenes) into clusters that each have the same person's face, which we call a "facial-temporal continuum," and identifies a person by using many video frames in each cluster. In our experiments, accuracy with our method was approximately two or three times higher than a previous method that recognizes a face in each frame.
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U2 - 10.3169/itej.66.J251
DO - 10.3169/itej.66.J251
M3 - Article
AN - SCOPUS:84863662298
VL - 66
SP - J251-J259
JO - Terebijon Gakkaishi
JF - Terebijon Gakkaishi
SN - 1342-6907
IS - 7
ER -